Provide code to host a Hugging Face model on Google Cloud AI for scalable deployment

Question

Can you help me with the code to host a hugging face model on Google Cloud AI for scalable deployment?

Answer 1

In order to host a Hugging Face model on Google Cloud AI for scalable deployment, you can follow the following steps:

• Export and Save the Model
  • Use the transformers library to save the Hugging Face model locally.
• Package the Model
  • Compress the saved model directory to upload it to Google Cloud.
• Upload to Google Cloud Storage
  • Upload the model archive to a Google Cloud Storage bucket.
• Write a Flask App to Serve the Model
  • Create a Python script (app.py) to load and serve the model using Flask.
• Create a Dockerfile
  • Package the Flask app in a Docker container.

Here is the code you can refer to:

Therefore, you may host a Hugging Face model on Google Cloud AI for scalable deployment by following the previous procedures and using the code snippets.